I was confused on the directions for creating the functions demo markdown. I included my two attempts at what was being asked in order to capture my thinking/attempts. This markdown shows a test of the salary-report markdown to ensure the functions work.

Example Report Assets Section

# Be sure to hide all of the extra messages and code in the final report:
# ```{r setup, include=FALSE}
# knitr::opts_chunk$set( echo = F, message=F, warning=F )
# ```
# LOAD PACKAGES
library( dplyr )
library( pander )
library( knitr )
library( gender )

# SOURCE CUSTOM FUNCTIONS
source( "utils.R" )
# LOAD DATA
# URL <- params$url
# d <- read.csv( URL )

# FOR MANUAL TESTING ONLY
URL <- 'https://raw.githubusercontent.com/Watts-College/paf-514-template/main/labs/batch-demo/asu-salaries-2020.csv'
d <- read.csv( URL )

# DATA STEPS 

d$first.name <- get_first_name( d$Full.Name )
d <- add_gender( d )
d <- add_titles( d )
d <- fix_salary( d )



Salary Range by Rank and Gender

t.salary <- 
  d %>% 
  filter( ! is.na( title ) & title != "" ) %>% 
  group_by( title, gender ) %>% 
  summarize( q25=quantile(salary,0.25),
             q50=quantile(salary,0.50),
             q75=quantile(salary,0.75),
             n=n() ) %>% 
  ungroup() %>% 
  mutate( p= round( n/sum(n), 2) )

pander( t.salary )
title gender q25 q50 q75 n p
Full Professor male 119017 142403 186188 407 0.11
Full Professor female 113673 135299 168334 187 0.05
Full Professor uncoded 129514 150440 183511 68 0.02
Associate Professor male 93872 105000 118000 327 0.09
Associate Professor female 90352 99000 113460 249 0.07
Associate Professor uncoded 94412 107984 117790 67 0.02
Assistant Professor male 82401 93150 100500 202 0.05
Assistant Professor female 80000 85464 95000 198 0.05
Assistant Professor uncoded 83805 95625 100750 88 0.02
Teaching Faculty male 49834 59983 84175 491 0.13
Teaching Faculty female 48736 53739 67089 686 0.18
Teaching Faculty uncoded 49000 55000 73500 81 0.02
Researcher male 50000 59060 72171 345 0.09
Researcher female 50000 55778 69758 281 0.07
Researcher uncoded 50000 55344 67875 134 0.04
t.salary %>% knitr::kable(format="html")
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04



for( i in academic.units )
{
  
  d2 <- filter( d, Department.Description == i )
  if( nrow(d2) == 0 ) { next }
  # create the salary summary by rank & gender table 
  # create the top 5 salaries table 
  # build the graph 
  d2 %>%  
  filter( Department.Description == i ) %>% 
  create_salary_table( ) %>% 
  build_graph( unit=i )

  # print the tables:  
 #  cat( paste('<h3>',"TOP FIVE SALARIES",'</h3>' ) )
  cat( t.salary %>% knitr::kable(format="html") )   

  # cat( '<br><hr><br>' )
  
}
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04
title gender q25 q50 q75 n p
Full Professor male 119017.00 142403.0 186187.5 407 0.11
Full Professor female 113673.00 135299.0 168334.0 187 0.05
Full Professor uncoded 129514.00 150440.0 183510.8 68 0.02
Associate Professor male 93871.50 105000.0 118000.0 327 0.09
Associate Professor female 90352.00 99000.0 113460.0 249 0.07
Associate Professor uncoded 94412.00 107984.0 117790.0 67 0.02
Assistant Professor male 82401.00 93150.0 100500.0 202 0.05
Assistant Professor female 80000.00 85463.5 95000.0 198 0.05
Assistant Professor uncoded 83805.25 95625.0 100750.0 88 0.02
Teaching Faculty male 49834.09 59983.0 84175.0 491 0.13
Teaching Faculty female 48736.00 53739.0 67089.0 686 0.18
Teaching Faculty uncoded 49000.00 55000.0 73500.0 81 0.02
Researcher male 50000.00 59060.0 72171.0 345 0.09
Researcher female 50000.00 55778.0 69758.0 281 0.07
Researcher uncoded 50000.00 55343.5 67875.0 134 0.04